{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "5a6e285d-468a-42c8-a9a6-909046902e51",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.9/site-packages/scipy/__init__.py:146: UserWarning: A NumPy version >=1.16.5 and <1.23.0 is required for this version of SciPy (detected version 1.24.1\n",
      "  warnings.warn(f\"A NumPy version >={np_minversion} and <{np_maxversion}\"\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 引入适当的模块\n",
    "import matplotlib.pyplot as plt\n",
    "from skimage import io\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "\n",
    "# 1. 读入moon.jpg的RGB图\n",
    "img = io.imread(\"moon.jpg\")\n",
    "\n",
    "# 2. 把所有的点的RGB三个通道均拉成一条线，作为x,y,z轴的值，在3D空间中构建点\n",
    "# pt_cnt 控制要从图像中采样(抽取)多少个像素\n",
    "# 如果抽取的太多，图像的绘制会过久\n",
    "pt_cnt=1000\n",
    "\n",
    "# 求出如果想要采样(pt_cnt)个像素点的话，想要横跨所有像素，需要的步长是多少\n",
    "step = int(img.shape[0] * img.shape[1] / pt_cnt)\n",
    "\n",
    "x = img[:, :, 0].ravel()[ :: step] # 把红色通道拉直，从第1个像素到最后一个像素，平均步长采样pt_cnt个值\n",
    "y = img[:, :, 1].ravel()[ :: step] # 把绿色通道拉直，从第1个像素到最后一个像素，平均步长采样pt_cnt个值\n",
    "z = img[:, :, 2].ravel()[ :: step] # 把蓝色通道拉直，从第1个像素到最后一个像素，平均步长采样pt_cnt个值\n",
    "\n",
    "fig = plt.figure(figsize=(16,8)) # 制作一个宽16高8的画板\n",
    "ax = fig.add_subplot(121, projection='3d') # 在画板上1添加1个3D空间子图\n",
    "ax.view_init(elev=-60, azim=0) # 仰角-60°, 转动角度45°\n",
    "ax.scatter(x,  # 所有的 r 采样值\n",
    "           y,  # 所有的 g 采样值\n",
    "           z)  # 所有的 b 采样值\n",
    "\n",
    "ax = fig.add_subplot(122, projection='3d') # 在画板上2添加1个3D空间子图\n",
    "ax.view_init(elev=30, azim=10) # 仰角35°, 转动角度45°\n",
    "ax.scatter(x,  # 所有的 r 采样值\n",
    "           y,  # 所有的 g 采样值\n",
    "           z)  # 所有的 b 采样值\n",
    "\n",
    "plt.tight_layout() # 调整子图位置\n",
    "# plt.show()\n",
    "\n",
    "# 以最紧凑模式保存显示内容到 out.png\n",
    "plt.savefig('out.png', bbox_inches = 'tight')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
